{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 一、线性核函数模型-样本1\n",
    "将从一个二维示例数据集开始，该数据集可以用线性边界隔开。看看不同的C值如何线使性SVM对数据集进行处理（类似于线性/逻辑回归中的正则化项）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sb\n",
    "from scipy.io import loadmat\n",
    "from sklearn import svm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "大多数SVM的库会自动帮你添加额外的特征$x_0$以及$\\theta_0$ ，所以无需手动添加"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dict_keys(['__header__', '__version__', '__globals__', 'X', 'y'])\n"
     ]
    }
   ],
   "source": [
    "mat = loadmat('date/ex6data1.mat')\n",
    "print(mat.keys())\n",
    "# dict_keys(['__header__', '__version__', '__globals__', 'X', 'y'])\n",
    "X = mat['X']\n",
    "y = mat['y']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plotData(X, y):\n",
    "    plt.figure(figsize=(8,5))\n",
    "    plt.scatter(X[:,0], X[:,1], c=y.flatten(), cmap='rainbow')\n",
    "    plt.xlabel('X1')\n",
    "    plt.ylabel('X2')\n",
    "    plt.legend() \n",
    "plotData(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotBoundary(clf, X):\n",
    "    '''画出决策边界'''\n",
    "    x_min, x_max = X[:,0].min()*1.2, X[:,0].max()*1.1\n",
    "    y_min, y_max = X[:,1].min()*1.1,X[:,1].max()*1.1\n",
    "    xx, yy = np.meshgrid(np.linspace(x_min, x_max, 500),\n",
    "                         np.linspace(y_min, y_max, 500))#meshgrid函数转为网格（500*500）\n",
    "    Z = clf.predict(np.c_[xx.ravel(), yy.ravel()]) #因为predict中是要输入一个二维的数据，因此需要展开\n",
    "    Z = Z.reshape(xx.shape) #重新转为网格\n",
    "    plt.contour(xx, yy, Z)#画等高线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from warnings import simplefilter\n",
    "simplefilter(action='ignore', category=FutureWarning)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "models = [svm.SVC(C, kernel='linear') for C in [1, 100]]\n",
    "clfs = [model.fit(X, y.ravel()) for model in models]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n",
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 576x360 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 576x360 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "title = ['SVM Decision Boundary with C = {} (Example Dataset 1'.format(C) for C in [1, 100]]\n",
    "for model,title in zip(clfs,title):\n",
    "    plt.figure(figsize=(8,5))\n",
    "    plotData(X, y)\n",
    "    plotBoundary(model, X)\n",
    "    plt.title(title)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 当C=1时，支持向量机将决策边界放在两个数据集之间的间隙中，并错误地将最左边的数据点分类，但给出了比较合适的间距；当C=100时，支持向量机现在正确地对每个例子进行分类，但是它的决策边界，把异常点也正确分类了，可以看出C太大可能会过拟合,似乎并不适合数据集。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 二、高斯核函数模型-样本2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## SVM with Gaussian Kernels（高斯核函数的SVM）\n",
    "在这部分中，将使用支持向量机进行非线性分类。特别是，对于不可线性分离的数据集，将使用高斯核函数的支持向量机。\n",
    "为了用SVM找出一个非线性的决策边界，首先要实现高斯核函数。\n",
    "![高斯核函数](https://imgconvert.csdnimg.cn/aHR0cHM6Ly91cGxvYWQtaW1hZ2VzLmppYW5zaHUuaW8vdXBsb2FkX2ltYWdlcy8xMTAyMzI2Mi04YTQwNDg3YWZjMDA3M2Y0LnBuZw)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.32465246735834974"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def gaussKernel(x1, x2, sigma):\n",
    "    return np.exp(- ((x1 - x2) ** 2).sum() / (2 * sigma ** 2))\n",
    "\n",
    "gaussKernel(np.array([1, 2, 1]),np.array([0, 4, -1]), 2.)  # 0.32465246735834974"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 可视化数据集2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "mat = loadmat('date/ex6data2.mat')\n",
    "X2 = mat['X']\n",
    "y2 = mat['y']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotData(X2, y2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 样本集2可视化结果，明显非线性可分"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 画出决策边界"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sigma = 0.1\n",
    "gamma = np.power(sigma,-2.)/2\n",
    "clf = svm.SVC(C=1, kernel='rbf', gamma=gamma)#这里使用了sklearn自带的svm中的核函数\n",
    "modle = clf.fit(X2, y2.flatten())\n",
    "plotData(X2, y2)\n",
    "plotBoundary(modle, X2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### C=1、sigma=0.1时的决策边界"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sigma = 0.01\n",
    "gamma = np.power(sigma,-2.)/2\n",
    "clf = svm.SVC(C=1, kernel='rbf', gamma=gamma)#这里使用了sklearn自带的svm中的核函数\n",
    "modle = clf.fit(X2, y2.flatten())\n",
    "plotData(X2, y2)\n",
    "plotBoundary(modle, X2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### C=1、sigma=0.01时的决策边界，显然过拟合了，此时simga太小了"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 三、高斯核函数模型-样本3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 可视化训练集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mat3 = loadmat('date/ex6data3.mat')\n",
    "X3, y3 = mat3['X'], mat3['y']\n",
    "Xval, yval = mat3['Xval'], mat3['yval']\n",
    "plotData(X3, y3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 模型选择\n",
    "使用交叉验证集Xval、yval来确定要使用的最佳C和σ参数。您应该编写任何必要的附加代码来帮助您搜索参数C和σ。对于C和σ，我们建议在乘法步骤中尝试值（例如0.01,0.03,0.1,0.3,1,3,10,30）。注意，您应该尝试所有可能的C和σ值对（例如，C=0.3和σ=0.1）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "best_pair=(1.0, 0.1), best_score=0.965\n"
     ]
    }
   ],
   "source": [
    "Cvalues = (0.01, 0.03, 0.1, 0.3, 1., 3., 10., 30.)\n",
    "sigmavalues = Cvalues\n",
    "best_pair, best_score = (0, 0), 0\n",
    "\n",
    "for C in Cvalues:\n",
    "    for sigma in sigmavalues:\n",
    "        gamma = np.power(sigma,-2.)/2\n",
    "        model = svm.SVC(C=C,kernel='rbf',gamma=gamma)\n",
    "        model.fit(X3, y3.flatten())\n",
    "        this_score = model.score(Xval, yval)\n",
    "        if this_score > best_score:\n",
    "            best_score = this_score\n",
    "            best_pair = (C, sigma)\n",
    "print('best_pair={}, best_score={}'.format(best_pair, best_score))\n",
    "# best_pair=(1.0, 0.1), best_score=0.965"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = svm.SVC(C=1., kernel='rbf', gamma = np.power(.1, -2.)/2)\n",
    "model.fit(X3, y3.flatten())\n",
    "plotData(X3, y3)\n",
    "plotBoundary(model, X3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 四、垃圾邮件分类器\n",
    "这部分用SVM建立一个垃圾邮件分类器。需要将每个email变成一个n维的特征向量，这个分类器将判断给定一个邮件x是垃圾邮件(y=1)或不是垃圾邮件(y=0)。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "> Anyone knows how much it costs to host a web portal ?\n",
      ">\n",
      "Well, it depends on how many visitors you're expecting.\n",
      "This can be anywhere from less than 10 bucks a month to a couple of $100. \n",
      "You should checkout http://www.rackspace.com/ or perhaps Amazon EC2 \n",
      "if youre running something big..\n",
      "\n",
      "To unsubscribe yourself from this mailing list, send an email to:\n",
      "groupname-unsubscribe@egroups.com\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "with open('date/emailSample1.txt', 'r') as f:\n",
    "    email = f.read()\n",
    "    print(email)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到，邮件内容包含 a URL:http://www.rackspace.com/, an email address(at the end):groupname-unsubscribe@egroups.com, numbers:10,100, and dollar amounts. 很多邮件都会包含这些元素，但是每封邮件的具体内容可能会不一样。因此，处理邮件经常采用的方法是标准化这些数据，把所有URL当作一样，所有数字看作一样。例如，我们用唯一的一个字符串‘httpaddr’来替换所有的URL，来表示邮件包含URL，而不要求具体的URL内容。这通常会提高垃圾邮件分类器的性能，因为垃圾邮件发送者通常会随机化URL，因此在新的垃圾邮件中再次看到任何特定URL的几率非常小。\n",
    "我们可以做如下处理：\n",
    "  1. Lower-casing: 把整封邮件转化为小写。\n",
    "  2. Stripping HTML: 移除所有HTML标签，只保留内容。\n",
    "  3. Normalizing URLs: 将所有的URL替换为字符串 “httpaddr”.\n",
    "  4. Normalizing Email Addresses: 所有的地址替换为 “emailaddr”\n",
    "  5. Normalizing Dollars: 所有dollar符号($)替换为“dollar”.\n",
    "  6. Normalizing Numbers: 所有数字替换为“number”\n",
    "  7. Word Stemming(词干提取): 将所有单词还原为词源。例如，“discount”, “discounts”, “discounted” and “discounting”都替换为“discount”。\n",
    "  8. Removal of non-words: 移除所有非文字类型，所有的空格(tabs, newlines, spaces)调整为一个空格."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import svm\n",
    "import re #regular expression for e-mail processing\n",
    "\n",
    "# 这是一个可用的英文分词算法(Porter stemmer)\n",
    "from stemming.porter2 import stem\n",
    "\n",
    "# 这个英文算法似乎更符合作业里面所用的代码，与上面效果差不多\n",
    "import nltk, nltk.stem.porter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "def processEmail(email):\n",
    "    \"\"\"做除了Word Stemming和Removal of non-words的所有处理\"\"\"\n",
    "    email = email.lower()\n",
    "    email = re.sub('<[^<>]>', ' ', email)  # 匹配<开头，然后所有不是< ,> 的内容，知道>结尾，相当于匹配<...>\n",
    "    email = re.sub('(http|https)://[^\\s]*', 'httpaddr', email )  # 匹配//后面不是空白字符的内容，遇到空白字符则停止\n",
    "    email = re.sub('[^\\s]+@[^\\s]+', 'emailaddr', email)\n",
    "    email = re.sub('[\\$]+', 'dollar', email)\n",
    "    email = re.sub('[\\d]+', 'number', email) \n",
    "    return email"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 接下来就是提取词干，以及去除非字符内容"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "def email2TokenList(email):\n",
    "    \"\"\"预处理数据，返回一个干净的单词列表\"\"\"\n",
    "    \n",
    "    # I'll use the NLTK stemmer because it more accurately duplicates the\n",
    "    # performance of the OCTAVE implementation in the assignment\n",
    "    stemmer = nltk.stem.porter.PorterStemmer()\n",
    "    \n",
    "    email = processEmail(email)\n",
    "\n",
    "    # 将邮件分割为单个单词，re.split() 可以设置多种分隔符\n",
    "    tokens = re.split('[ \\@\\$\\/\\#\\.\\-\\:\\&\\*\\+\\=\\[\\]\\?\\!\\(\\)\\{\\}\\,\\'\\\"\\>\\_\\<\\;\\%]', email)\n",
    "    \n",
    "    # 遍历每个分割出来的内容\n",
    "    tokenlist = []\n",
    "    for token in tokens:\n",
    "        # 删除任何非字母数字的字符\n",
    "        token = re.sub('[^a-zA-Z0-9]', '', token);\n",
    "        # Use the Porter stemmer to 提取词根\n",
    "        stemmed = stemmer.stem(token)\n",
    "        # 去除空字符串‘’，里面不含任何字符\n",
    "        if not len(token): continue\n",
    "        tokenlist.append(stemmed)\n",
    "            \n",
    "    return tokenlist  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Vocabulary List(词汇表)\n",
    "在对邮件进行预处理之后，我们有一个处理后的单词列表。下一步是选择我们想在分类器中使用哪些词，我们需要去除哪些词。\n",
    "\n",
    "我们有一个词汇表vocab.txt，里面存储了在实际中经常使用的单词，共1899个。\n",
    "\n",
    "我们要算出处理后的email中含有多少vocab.txt中的单词，并返回在vocab.txt中的index，这就我们想要的训练单词的索引"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "def email2VocabIndices(email, vocab):\n",
    "    \"\"\"提取存在单词的索引\"\"\"\n",
    "    token = email2TokenList(email)\n",
    "    index = [i for i in range(len(vocab)) if vocab[i] in token ]\n",
    "    return index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "def email2FeatureVector(email):\n",
    "    \"\"\"\n",
    "    将email转化为词向量，n是vocab的长度。存在单词的相应位置的值置为1，其余为0\n",
    "    \"\"\"\n",
    "    df = pd.read_table('date/vocab.txt',names=['words'])\n",
    "    vocab = df.values  # return array\n",
    "    vector = np.zeros(len(vocab))  # init vector\n",
    "    vocab_indices = email2VocabIndices(email, vocab)  # 返回含有单词的索引\n",
    "    # 将有单词的索引置为1\n",
    "    for i in vocab_indices:\n",
    "        vector[i] = 1\n",
    "    return vector"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "length of vector = 1899\n",
      "num of non-zero = 45\n"
     ]
    }
   ],
   "source": [
    "vector = email2FeatureVector(email)\n",
    "print('length of vector = {}\\nnum of non-zero = {}'.format(len(vector), int(vector.sum())))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training SVM for Spam Classification\n",
    "读取已经训提取好的特征向量以及相应的标签。分训练集和测试集。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Training set\n",
    "mat1 = loadmat('date/spamTrain.mat')\n",
    "X, y = mat1['X'], mat1['y']\n",
    "\n",
    "# Test set\n",
    "mat2 = loadmat('date/spamTest.mat')\n",
    "Xtest, ytest = mat2['Xtest'], mat2['ytest']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda\\envs\\tf1.13\\lib\\site-packages\\sklearn\\utils\\validation.py:73: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "SVC(C=0.1, kernel='linear')"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf = svm.SVC(C=0.1, kernel='linear')\n",
    "clf.fit(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.99825, 0.989)"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predTrain = clf.score(X, y)\n",
    "predTest = clf.score(Xtest, ytest)\n",
    "predTrain, predTest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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